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This Special Issue focuses on the use and exploration of new technologies for Natural Language Processing (NLP)-related tasks, such as information extraction, information retrieval, sentiment analysis, machine translation, text summarization, and dialogue systems. Manuscripts should be submitted online and accepted papers will be published continuously in the journal. Submitted manuscripts should not have been published previously, nor be under consideration for publication elsewhere.